Experiments

Searchable full-text extractions: founding hypothesis, core claims, experimental setups, key results and statistics — pulled out of each paper as structure. Search a cell line, an assay or an entity (e.g. HUH7) and find every paper that worked with it. This corpus stands on its own: most entries carry no reproduction assessment (yet).

• DANST enables cell-type deconvolution in spatial transcriptomics using deep domain adversarial neural networks.

  PMID 41663685 · PMC12996496 · Communications biology · 2026 · 7 claims · 6 setups

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  DANST, a deconvolution framework using deep domain adversarial neural networks, achieves superior cell-type deconvolution accuracy compared with existing methods on human and mouse benchmark datasets

  heart cortex visual brain spatial cell-type

• Integrative Multiomic Classification Reveals Distinct Origins and Evolutionary Trajectories of Thymic Epithelial Tumors.

  PMID 41671387 · PMC13012242 · Cancer research · 2026 · 8 claims · 8 setups

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  TETs stratify into three molecular subgroups with distinct origins: GTF2I-type thymomas, CN-type thymomas, and thymic carcinomas

  tet thymic hek293t whole-exome whole-genome bulk

• Increased IL4I1 expression predicts poor survival and modulates the immune microenvironment in acute myeloid leukemia.

  PMID 41680858 · PMC12910993 · Journal of translational medicine · 2026 · 8 claims · 8 setups

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  IL4I1 mRNA expression is significantly elevated in AML compared to normal controls

  tcga-laml bone thp-1-derived thp-1 bulk kaplan-meier deg

• Multi-cohort and single-cell profiling of aging genes reveals prognostic and therapeutic targets in breast cancer.

  PMID 41732271 · PMC12924738 · iScience · 2026 · 8 claims · 7 setups

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  The eight-gene MLAG signature outperforms 100 previously published prognostic models across 12 independent breast cancer cohorts

  tcga-brca senescent normal single-cell machine univariate gene

• HRCHY-CytoCommunity identifies hierarchical tissue organization in cell-type spatial maps.

  PMID 41764165 · PMC13065825 · Nature communications · 2026 · 8 claims · 5 setups

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  HRCHY-CytoCommunity is an end-to-end graph neural network framework that jointly identifies multi-level (coarse tissue compartment and fine cellular neighborhood) tissue structures from cell-type spatial maps using differentiable graph pooling, adaptive edge pruning, and consistency/balance regularization.

  healthy colorectal simulated breast codex visium merfish

• Targeting the Lipid Metabolism Proteins FASN and GPAM in Alveolar Type II Cells Decreases Lung Metastasis.

  PMID 41778850 · PMC7619144 · Cancer discovery · 2026 · 7 claims · 8 setups

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  AT2 cells and surfactant lipids (e.g., PC, PE, PI, PG) are enriched in the vicinity of breast cancer lung metastases in both patients and mice

  postmortem lungs lung at2 immunohistochemistry maldi-msi longitudinal

• Scalable cell-specific coexpression networks for granular regulatory pattern discovery with NeighbourNet.

  PMID 41786602 · PMC13138013 · Genome research · 2026 · 7 claims · 5 setups

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  NNet uses PCA embedding followed by local KNN regression in PC space to construct cell-specific coexpression networks (CSNs), improving computational efficiency and estimate stability versus pairwise approaches.

  pbmc thp-1 lin small scrna-seq perturb-seq

• Identification and validation of prognostic genes associated with M2 macrophage and heme metabolism in lung adenocarcinoma through bulk and single-cell RNA sequencing analysis.

  PMID 41787185 · PMC13076703 · Discover oncology · 2026 · 8 claims · 8 setups

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  EPB41, ACP5, PPOX, RBM38, and TRIM58 were identified as prognostic genes for LUAD

  tcga-luad gse131907 clinical cibersort gsea spearman

• Ectopic CD11c Drives SMAD3-Mediated Aberrant Antigen Presentation and Epithelial-Mesenchymal Transition in Esophageal Squamous Cell Carcinoma.

  PMID 41799568 · PMC12963642 · Cancer communications (London, England) · 2026 · 8 claims · 13 setups

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  An ESCC epithelial cell subcluster with ectopic CD11c (ITGAX) expression, found in both mice and humans, exhibits concurrent impaired antigen presentation and EMT phenotypes

  4-nqo-induced escc esophageal lung multiplex flow whole-genome

• Synergistic targeting of eIF4A-mediated translation initiation and apoptosis in acute myeloid leukemia.

  PMID 41815287 · PMC12971725 · Blood neoplasia · 2026 · 8 claims · 8 setups

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  EIF4A1 is highly expressed in AML stem- and progenitor-like cells relative to healthy hematopoietic stem/progenitor cells

  healthy aml molm-13 patient-derived single-cell bulk cell-titerglo

• A cross-scale multimodal framework identifies clinically actionable immunotherapy biomarkers in melanoma through bulk to single-cell and spatial transcriptomics integration.

  PMID 41840725 · PMC13104449 · Human genomics · 2026 · 7 claims · 8 setups

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  Multi-omics consensus clustering (MOVICS) identifies two distinct SKCM molecular subtypes, CS1 and CS2

  tcga-skcm meta-geo gtex melanoma multi-omics bulk transcriptome-wide

• MetaScreener: a robust dual-mode framework for directional prioritization of actionable signatures through multi-dataset and multi-approach integration.

  PMID 41845481 · PMC13107662 · Journal of translational medicine · 2026 · 8 claims · 7 setups

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  MetaScreener is a dual-mode framework (DiffMetaScreener for discrete labels, CorMetaScreener for continuous variables) integrating over 4,000 analysis pipelines to compute activation/inhibition directionality indices (ADI/IDI/DI) for gene signatures

  crc independent ctrp rko differential robustness single-cell

• ZFP148 is a transcriptional repressor of cytolytic effector CD8(+) T cell differentiation.

  PMID 41896465 · PMC13043298 · Nature immunology · 2026 · 8 claims · 8 setups

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  ZFP148 is enriched in CD8+ T progenitor (T PRO) cells and its expression declines during differentiation into effector (T EFF) and exhausted (T EX) cells

  p14 splenic cd8+ b16-gp scrna-seq flow tcr

• A novel deep learning-driven framework for improving lncRNA comprehensive annotation with LncADeep 2.0.

  PMID 41923359 · PMC13090826 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 8 setups

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  LncADeep 2.0 outperforms LncADeep and other existing tools for lncRNA identification on both GENCODE annotated transcripts and independent RNA-seq data

  lncrna hypertrophic gencode lncrna-protein-mirna mlp-based independent ablation

• Exonic enhancers are a widespread class of dual-function regulatory elements.

  PMID 41927541 · PMC13216554 · Nature communications · 2026 · 8 claims · 8 setups

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  Many protein-coding exons possess enhancer activity across species, forming a class of candidate Exonic Enhancers (cEEs)

  coding k-562 cloned garre1 chip-seq dnase histone

• Nested co-expression network analysis identifies compact gene clusters in a black box.

  PMID 41934621 · PMC13163169 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 6 setups

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  Nested-WGCNA is a two-stage algorithm that identifies coarse-grained modules (CGMs) and then, via core decomposition and renormalization, derives fine-grained modules (FGMs) representing subprocesses within each CGM

  tcga-blca tcga-kirc tcga-luad imvigor210 bulk scrna-seq

• Identification of cycling regulatory T cell precursors as conductors of immune escape during breast carcinoma progression.

  PMID 41997138 · PMC13213619 · Cancer cell · 2026 · 8 claims · 8 setups

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  A novel proliferative Treg precursor state, cycling Treg (cycTreg: FOXP3^int, MKI67^hi, IKZF2/4^int-hi), is absent in normal breast, low in DCIS, and strongly expanded in IBC

  normal mammary dcis tumor-draining scrna-seq spatial multiplex

• Multiomic and functional validation of ACSL3, a regulator of fatty acid metabolism, as a lymph node metastasis-associated gene in lung adenocarcinoma.

  PMID 41998631 · PMC13261843 · Respiratory research · 2026 · 8 claims · 8 setups

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  A five-gene FAM-related risk signature (ACSL3, MCAT, NDUFAB1, OLAH, ACSL4)-derived FScore stratifies LUAD prognosis across multiple independent cohorts

  tcga-luad luad a549 lymphatic bulk scrna-seq spatial

• Spatiotemporal Transcriptomics Characterizes Immune Microenvironment During Mouse Liver Aging.

  PMID 42010880 · PMC13096584 · Aging cell · 2026 · 8 claims · 8 setups

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  T cells are the immune cell population with the most pronounced transcriptomic alterations during liver aging

  liver nash cirrhotic hcc scrna-seq snrna-seq stereo-seq

• Interpretable, flexible and spatially aware integration of multiple spatial transcriptomics datasets from diverse sources.

  PMID 42045691 · PMC13175893 · Nature genetics · 2026 · 6 claims · 7 setups

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  INSPIRE is a deep-learning method that unifies adversarial learning with a GNN-based encoder and integrated NMF to interpretably integrate multiple spatial transcriptomics datasets

  synthetic dorsolateral brain cortex simulated visium spatial